Dataset statistics
| Number of variables | 80 |
|---|---|
| Number of observations | 2000 |
| Missing cells | 28 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 640.1 B |
Variable types
| CAT | 55 |
|---|---|
| NUM | 24 |
| BOOL | 1 |
Utilities has constant value "2000" | Constant |
Lot.Frontage has a high cardinality: 121 distinct values | High cardinality |
Mas.Vnr.Area has a high cardinality: 363 distinct values | High cardinality |
BsmtFin.SF.1 has a high cardinality: 817 distinct values | High cardinality |
BsmtFin.SF.2 has a high cardinality: 212 distinct values | High cardinality |
Bsmt.Unf.SF has a high cardinality: 928 distinct values | High cardinality |
Total.Bsmt.SF has a high cardinality: 871 distinct values | High cardinality |
Garage.Yr.Blt has a high cardinality: 101 distinct values | High cardinality |
Garage.Area has a high cardinality: 531 distinct values | High cardinality |
Misc.Val is highly skewed (γ1 = 24.8772176) | Skewed |
X2nd.Flr.SF has 1150 (57.5%) zeros | Zeros |
Low.Qual.Fin.SF has 1973 (98.7%) zeros | Zeros |
Fireplaces has 980 (49.0%) zeros | Zeros |
Wood.Deck.SF has 1064 (53.2%) zeros | Zeros |
Open.Porch.SF has 901 (45.1%) zeros | Zeros |
Enclosed.Porch has 1678 (83.9%) zeros | Zeros |
X3Ssn.Porch has 1977 (98.9%) zeros | Zeros |
Screen.Porch has 1824 (91.2%) zeros | Zeros |
Pool.Area has 1989 (99.5%) zeros | Zeros |
Misc.Val has 1928 (96.4%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-20 08:52:55.491346 |
|---|---|
| Analysis finished | 2020-11-20 08:55:45.752167 |
| Duration | 2 minutes and 50.26 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
MS.SubClass
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.945 |
|---|---|
| Minimum | 20 |
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.6992809 |
|---|---|
| Coefficient of variation (CV) | 0.749833715 |
| Kurtosis | 1.524778905 |
| Mean | 56.945 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.397445894 |
| Sum | 113890 |
| Variance | 1823.228589 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) | |
| 20 | 754 | 37.7% | |
| 60 | 390 | 19.5% | |
| 50 | 197 | 9.8% | |
| 120 | 116 | 5.8% | |
| 70 | 90 | 4.5% | |
| 30 | 86 | 4.3% | |
| 160 | 85 | 4.2% | |
| 90 | 80 | 4.0% | |
| 80 | 76 | 3.8% | |
| 190 | 43 | 2.1% | |
| Other values (6) | 83 | 4.2% |
| Value | Count | Frequency (%) | |
| 20 | 754 | 37.7% | |
| 30 | 86 | 4.3% | |
| 40 | 3 | 0.1% | |
| 45 | 14 | 0.7% | |
| 50 | 197 | 9.8% |
| Value | Count | Frequency (%) | |
| 190 | 43 | 2.1% | |
| 180 | 15 | 0.8% | |
| 160 | 85 | 4.2% | |
| 150 | 1 | 0.1% | |
| 120 | 116 | 5.8% |
MS.Zoning
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| RL | |
|---|---|
| RM | |
| FV | 103 |
| RH | 16 |
| C (all) | 13 |
| Other values (2) | 2 |
| Value | Count | Frequency (%) | |
| RL | 1549 | 77.5% | |
| RM | 317 | 15.8% | |
| FV | 103 | 5.1% | |
| RH | 16 | 0.8% | |
| C (all) | 13 | 0.7% | |
| A (agr) | 1 | 0.1% | |
| I (all) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0375 |
| Min length | 2 |
| Distinct | 121 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| 60 | |
| 80 | 97 |
| 70 | 95 |
| 50 | 83 |
| Other values (116) |
| Value | Count | Frequency (%) | |
| None | 334 | 16.7% | |
| 60 | 183 | 9.2% | |
| 80 | 97 | 4.9% | |
| 70 | 95 | 4.8% | |
| 50 | 83 | 4.2% | |
| 75 | 75 | 3.8% | |
| 65 | 69 | 3.5% | |
| 85 | 54 | 2.7% | |
| 64 | 37 | 1.8% | |
| 63 | 35 | 1.8% | |
| Other values (111) | 938 | 46.9% |
Frequencies of value counts
Unique
| Unique | 21 ? |
|---|---|
| Unique (%) | 1.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.3975 |
| Min length | 2 |
Lot.Area
Real number (ℝ≥0)
| Distinct | 1424 |
|---|---|
| Distinct (%) | 71.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10296.665 |
|---|---|
| Minimum | 1300 |
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3499 |
| Q1 | 7500 |
| median | 9465 |
| Q3 | 11500 |
| 95-th percentile | 17227.75 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4000 |
Descriptive statistics
| Standard deviation | 8828.208491 |
|---|---|
| Coefficient of variation (CV) | 0.8573852302 |
| Kurtosis | 243.6904132 |
| Mean | 10296.665 |
| Median Absolute Deviation (MAD) | 1992.5 |
| Skewness | 12.94853691 |
| Sum | 20593330 |
| Variance | 77937265.16 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 9600 | 33 | 1.7% | |
| 7200 | 24 | 1.2% | |
| 6000 | 23 | 1.1% | |
| 9000 | 22 | 1.1% | |
| 10800 | 19 | 0.9% | |
| 7500 | 13 | 0.7% | |
| 6240 | 13 | 0.7% | |
| 8400 | 12 | 0.6% | |
| 6120 | 12 | 0.6% | |
| 9100 | 11 | 0.5% | |
| Other values (1414) | 1818 | 90.9% |
| Value | Count | Frequency (%) | |
| 1300 | 1 | 0.1% | |
| 1470 | 1 | 0.1% | |
| 1476 | 1 | 0.1% | |
| 1477 | 1 | 0.1% | |
| 1484 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 215245 | 1 | 0.1% | |
| 164660 | 1 | 0.1% | |
| 159000 | 1 | 0.1% | |
| 115149 | 1 | 0.1% | |
| 63887 | 1 | 0.1% |
Street
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Pave | |
|---|---|
| Grvl | 8 |
| Value | Count | Frequency (%) | |
| Pave | 1992 | 99.6% | |
| Grvl | 8 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Alley
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| Grvl | 85 |
| Pave | 50 |
| Value | Count | Frequency (%) | |
| None | 1865 | 93.2% | |
| Grvl | 85 | 4.2% | |
| Pave | 50 | 2.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Lot.Shape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 55 |
| IR3 | 13 |
| Value | Count | Frequency (%) | |
| Reg | 1275 | 63.7% | |
| IR1 | 657 | 32.9% | |
| IR2 | 55 | 2.8% | |
| IR3 | 13 | 0.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Land.Contour
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Lvl | |
|---|---|
| Bnk | 75 |
| HLS | 74 |
| Low | 42 |
| Value | Count | Frequency (%) | |
| Lvl | 1809 | 90.5% | |
| Bnk | 75 | 3.8% | |
| HLS | 74 | 3.7% | |
| Low | 42 | 2.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| AllPub |
|---|
| Value | Count | Frequency (%) | |
| AllPub | 2000 | 100.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Lot.Config
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 129 |
| FR2 | 61 |
| FR3 | 14 |
| Value | Count | Frequency (%) | |
| Inside | 1452 | 72.6% | |
| Corner | 344 | 17.2% | |
| CulDSac | 129 | 6.5% | |
| FR2 | 61 | 3.0% | |
| FR3 | 14 | 0.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.952 |
| Min length | 3 |
Land.Slope
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Gtl | |
|---|---|
| Mod | 86 |
| Sev | 14 |
| Value | Count | Frequency (%) | |
| Gtl | 1900 | 95.0% | |
| Mod | 86 | 4.3% | |
| Sev | 14 | 0.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Neighborhood
Categorical
| Distinct | 27 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Nonemes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (22) |
| Value | Count | Frequency (%) | |
| Nonemes | 303 | 15.2% | |
| CollgCr | 192 | 9.6% | |
| OldTown | 166 | 8.3% | |
| Edwards | 134 | 6.7% | |
| Somerst | 134 | 6.7% | |
| Sawyer | 107 | 5.3% | |
| NridgHt | 104 | 5.2% | |
| Gilbert | 99 | 5.0% | |
| NWAmes | 92 | 4.6% | |
| SawyerW | 80 | 4.0% | |
| Other values (17) | 589 | 29.4% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.8055 |
| Min length | 5 |
Condition.1
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Norm | |
|---|---|
| Feedr | 113 |
| Artery | 61 |
| RRAn | 33 |
| PosN | 25 |
| Other values (4) | 47 |
| Value | Count | Frequency (%) | |
| Norm | 1721 | 86.1% | |
| Feedr | 113 | 5.7% | |
| Artery | 61 | 3.0% | |
| RRAn | 33 | 1.7% | |
| PosN | 25 | 1.2% | |
| RRAe | 20 | 1.0% | |
| PosA | 14 | 0.7% | |
| RRNn | 8 | 0.4% | |
| RRNe | 5 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1175 |
| Min length | 4 |
Condition.2
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Norm | |
|---|---|
| Feedr | 9 |
| PosN | 3 |
| Artery | 3 |
| RRNn | 2 |
| Other values (2) | 2 |
| Value | Count | Frequency (%) | |
| Norm | 1981 | 99.1% | |
| Feedr | 9 | 0.4% | |
| PosN | 3 | 0.1% | |
| Artery | 3 | 0.1% | |
| RRNn | 2 | 0.1% | |
| PosA | 1 | 0.1% | |
| RRAn | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.0075 |
| Min length | 4 |
Bldg.Type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 150 |
| Duplex | 80 |
| Twnhs | 61 |
| 2fmCon | 44 |
| Value | Count | Frequency (%) | |
| 1Fam | 1665 | 83.2% | |
| TwnhsE | 150 | 7.5% | |
| Duplex | 80 | 4.0% | |
| Twnhs | 61 | 3.0% | |
| 2fmCon | 44 | 2.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.3045 |
| Min length | 4 |
House.Style
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 84 |
| SFoyer | 64 |
| Other values (3) | 31 |
| Value | Count | Frequency (%) | |
| 1Story | 1010 | 50.5% | |
| 2Story | 595 | 29.8% | |
| 1.5Fin | 216 | 10.8% | |
| SLvl | 84 | 4.2% | |
| SFoyer | 64 | 3.2% | |
| 2.5Unf | 14 | 0.7% | |
| 1.5Unf | 14 | 0.7% | |
| 2.5Fin | 3 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.916 |
| Min length | 4 |
Overall.Qual
Real number (ℝ≥0)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.082 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.387169103 |
|---|---|
| Coefficient of variation (CV) | 0.2280777873 |
| Kurtosis | -0.0586251189 |
| Mean | 6.082 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1862205748 |
| Sum | 12164 |
| Variance | 1.924238119 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5 | 580 | 29.0% | |
| 6 | 503 | 25.1% | |
| 7 | 392 | 19.6% | |
| 8 | 254 | 12.7% | |
| 4 | 152 | 7.6% | |
| 9 | 70 | 3.5% | |
| 3 | 24 | 1.2% | |
| 10 | 14 | 0.7% | |
| 2 | 9 | 0.4% | |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2 | 0.1% | |
| 2 | 9 | 0.4% | |
| 3 | 24 | 1.2% | |
| 4 | 152 | 7.6% | |
| 5 | 580 | 29.0% |
| Value | Count | Frequency (%) | |
| 10 | 14 | 0.7% | |
| 9 | 70 | 3.5% | |
| 8 | 254 | 12.7% | |
| 7 | 392 | 19.6% | |
| 6 | 503 | 25.1% |
Overall.Cond
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.574 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.105502179 |
|---|---|
| Coefficient of variation (CV) | 0.1983319302 |
| Kurtosis | 1.447757114 |
| Mean | 5.574 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5762708204 |
| Sum | 11148 |
| Variance | 1.222135068 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) | |
| 5 | 1110 | 55.5% | |
| 6 | 380 | 19.0% | |
| 7 | 268 | 13.4% | |
| 8 | 99 | 5.0% | |
| 4 | 74 | 3.7% | |
| 3 | 32 | 1.6% | |
| 9 | 27 | 1.4% | |
| 2 | 5 | 0.2% | |
| 1 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.2% | |
| 2 | 5 | 0.2% | |
| 3 | 32 | 1.6% | |
| 4 | 74 | 3.7% | |
| 5 | 1110 | 55.5% |
| Value | Count | Frequency (%) | |
| 9 | 27 | 1.4% | |
| 8 | 99 | 5.0% | |
| 7 | 268 | 13.4% | |
| 6 | 380 | 19.0% | |
| 5 | 1110 | 55.5% |
Year.Built
Real number (ℝ≥0)
| Distinct | 112 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.0795 |
|---|---|
| Minimum | 1872 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1972 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 29.9854255 |
|---|---|
| Coefficient of variation (CV) | 0.01521269208 |
| Kurtosis | -0.489327299 |
| Mean | 1971.0795 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.5862925444 |
| Sum | 3942159 |
| Variance | 899.1257426 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2005 | 95 | 4.8% | |
| 2006 | 89 | 4.5% | |
| 2007 | 73 | 3.6% | |
| 2004 | 66 | 3.3% | |
| 2003 | 58 | 2.9% | |
| 1977 | 39 | 1.9% | |
| 1920 | 39 | 1.9% | |
| 1998 | 38 | 1.9% | |
| 1958 | 37 | 1.8% | |
| 1999 | 36 | 1.8% | |
| Other values (102) | 1430 | 71.5% |
| Value | Count | Frequency (%) | |
| 1872 | 1 | 0.1% | |
| 1879 | 1 | 0.1% | |
| 1880 | 4 | 0.2% | |
| 1885 | 1 | 0.1% | |
| 1890 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 2010 | 2 | 0.1% | |
| 2009 | 16 | 0.8% | |
| 2008 | 34 | 1.7% | |
| 2007 | 73 | 3.6% | |
| 2006 | 89 | 4.5% |
Year.Remod.Add
Real number (ℝ≥0)
| Distinct | 61 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.0135 |
|---|---|
| Minimum | 1950 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1965 |
| median | 1993 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 20.88177056 |
|---|---|
| Coefficient of variation (CV) | 0.01052501435 |
| Kurtosis | -1.365790876 |
| Mean | 1984.0135 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.4280258359 |
| Sum | 3968027 |
| Variance | 436.0483419 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1950 | 246 | 12.3% | |
| 2006 | 139 | 7.0% | |
| 2007 | 108 | 5.4% | |
| 2005 | 92 | 4.6% | |
| 2004 | 78 | 3.9% | |
| 2003 | 65 | 3.2% | |
| 2000 | 60 | 3.0% | |
| 1998 | 58 | 2.9% | |
| 2002 | 56 | 2.8% | |
| 2008 | 55 | 2.8% | |
| Other values (51) | 1043 | 52.1% |
| Value | Count | Frequency (%) | |
| 1950 | 246 | 12.3% | |
| 1951 | 10 | 0.5% | |
| 1952 | 8 | 0.4% | |
| 1953 | 16 | 0.8% | |
| 1954 | 20 | 1.0% |
| Value | Count | Frequency (%) | |
| 2010 | 8 | 0.4% | |
| 2009 | 24 | 1.2% | |
| 2008 | 55 | 2.8% | |
| 2007 | 108 | 5.4% | |
| 2006 | 139 | 7.0% |
Roof.Style
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Gable | |
|---|---|
| Hip | |
| Flat | 17 |
| Gambrel | 15 |
| Mansard | 5 |
| Value | Count | Frequency (%) | |
| Gable | 1580 | 79.0% | |
| Hip | 381 | 19.1% | |
| Flat | 17 | 0.9% | |
| Gambrel | 15 | 0.8% | |
| Mansard | 5 | 0.2% | |
| Shed | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.6295 |
| Min length | 3 |
Roof.Matl
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| CompShg | |
|---|---|
| Tar&Grv | 18 |
| WdShake | 7 |
| WdShngl | 5 |
| ClyTile | 1 |
| Other values (2) | 2 |
| Value | Count | Frequency (%) | |
| CompShg | 1967 | 98.4% | |
| Tar&Grv | 18 | 0.9% | |
| WdShake | 7 | 0.4% | |
| WdShngl | 5 | 0.2% | |
| ClyTile | 1 | 0.1% | |
| Membran | 1 | 0.1% | |
| Metal | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.999 |
| Min length | 5 |
Exterior.1st
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (9) |
| Value | Count | Frequency (%) | |
| VinylSd | 686 | 34.3% | |
| MetalSd | 308 | 15.4% | |
| HdBoard | 297 | 14.8% | |
| Wd Sdng | 287 | 14.3% | |
| Plywood | 157 | 7.8% | |
| CemntBd | 86 | 4.3% | |
| BrkFace | 67 | 3.4% | |
| WdShing | 40 | 2.0% | |
| Stucco | 31 | 1.6% | |
| AsbShng | 31 | 1.6% | |
| Other values (4) | 10 | 0.5% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9825 |
| Min length | 5 |
Exterior.2nd
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| Wd Sdng | |
| HdBoard | |
| Plywood | |
| Other values (11) |
| Value | Count | Frequency (%) | |
| VinylSd | 681 | 34.1% | |
| MetalSd | 308 | 15.4% | |
| Wd Sdng | 275 | 13.8% | |
| HdBoard | 269 | 13.5% | |
| Plywood | 195 | 9.8% | |
| CmentBd | 84 | 4.2% | |
| Wd Shng | 53 | 2.6% | |
| BrkFace | 37 | 1.8% | |
| Stucco | 35 | 1.8% | |
| AsbShng | 27 | 1.4% | |
| Other values (6) | 36 | 1.8% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.975 |
| Min length | 5 |
Mas.Vnr.Type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16 |
| Missing (%) | 0.8% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| BrkFace | |
| Stone | |
| BrkCmn | 15 |
| CBlock | 1 |
| Value | Count | Frequency (%) | |
| None | 1216 | 60.8% | |
| BrkFace | 593 | 29.6% | |
| Stone | 159 | 8.0% | |
| BrkCmn | 15 | 0.8% | |
| CBlock | 1 | 0.1% | |
| (Missing) | 16 | 0.8% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.977 |
| Min length | 3 |
| Distinct | 363 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | |
|---|---|
| None | 16 |
| 120 | 10 |
| 72 | 9 |
| 108 | 9 |
| Other values (358) |
| Value | Count | Frequency (%) | |
| 0 | 1215 | 60.8% | |
| None | 16 | 0.8% | |
| 120 | 10 | 0.5% | |
| 72 | 9 | 0.4% | |
| 108 | 9 | 0.4% | |
| 176 | 9 | 0.4% | |
| 216 | 9 | 0.4% | |
| 180 | 8 | 0.4% | |
| 144 | 8 | 0.4% | |
| 80 | 8 | 0.4% | |
| Other values (353) | 699 | 34.9% |
Frequencies of value counts
Unique
| Unique | 195 ? |
|---|---|
| Unique (%) | 9.8% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.728 |
| Min length | 1 |
Exter.Qual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 66 |
| Fa | 21 |
| Value | Count | Frequency (%) | |
| TA | 1230 | 61.5% | |
| Gd | 683 | 34.2% | |
| Ex | 66 | 3.3% | |
| Fa | 21 | 1.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Exter.Cond
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 40 |
| Ex | 8 |
| Value | Count | Frequency (%) | |
| TA | 1734 | 86.7% | |
| Gd | 218 | 10.9% | |
| Fa | 40 | 2.0% | |
| Ex | 8 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Foundation
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 34 |
| Stone | 7 |
| Value | Count | Frequency (%) | |
| PConc | 873 | 43.6% | |
| CBlock | 867 | 43.4% | |
| BrkTil | 215 | 10.8% | |
| Slab | 34 | 1.7% | |
| Stone | 7 | 0.4% | |
| Wood | 4 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.522 |
| Min length | 4 |
Bsmt.Qual
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 54 |
| None | 52 |
| Value | Count | Frequency (%) | |
| TA | 892 | 44.6% | |
| Gd | 837 | 41.9% | |
| Ex | 163 | 8.2% | |
| Fa | 54 | 2.7% | |
| None | 52 | 2.6% | |
| Po | 1 | 0.1% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0525 |
| Min length | 2 |
Bsmt.Cond
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| Gd | 88 |
| Fa | 71 |
| None | 52 |
| Ex | 3 |
| Value | Count | Frequency (%) | |
| TA | 1783 | 89.1% | |
| Gd | 88 | 4.4% | |
| Fa | 71 | 3.5% | |
| None | 52 | 2.6% | |
| Ex | 3 | 0.1% | |
| Po | 2 | 0.1% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0525 |
| Min length | 2 |
Bsmt.Exposure
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 15.6 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn | |
| None | 52 |
| Value | Count | Frequency (%) | |
| No | 1306 | 65.3% | |
| Av | 285 | 14.2% | |
| Gd | 188 | 9.4% | |
| Mn | 166 | 8.3% | |
| None | 52 | 2.6% | |
| (Missing) | 3 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0535 |
| Min length | 2 |
BsmtFin.Type.1
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 15.6 KiB |
| GLQ | |
|---|---|
| Unf | |
| ALQ | |
| Rec | |
| BLQ | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| GLQ | 584 | 29.2% | |
| Unf | 565 | 28.2% | |
| ALQ | 293 | 14.6% | |
| Rec | 204 | 10.2% | |
| BLQ | 195 | 9.8% | |
| LwQ | 106 | 5.3% | |
| None | 52 | 2.6% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.026 |
| Min length | 3 |
| Distinct | 817 |
|---|---|
| Distinct (%) | 40.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | |
|---|---|
| 24 | 21 |
| 16 | 9 |
| 20 | 8 |
| 500 | 7 |
| Other values (812) |
| Value | Count | Frequency (%) | |
| 0 | 617 | 30.9% | |
| 24 | 21 | 1.1% | |
| 16 | 9 | 0.4% | |
| 20 | 8 | 0.4% | |
| 500 | 7 | 0.4% | |
| 624 | 7 | 0.4% | |
| 625 | 6 | 0.3% | |
| 468 | 6 | 0.3% | |
| 560 | 6 | 0.3% | |
| 936 | 6 | 0.3% | |
| Other values (807) | 1307 | 65.3% |
Frequencies of value counts
Unique
| Unique | 487 ? |
|---|---|
| Unique (%) | 24.3% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.458 |
| Min length | 1 |
BsmtFin.Type.2
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 15.6 KiB |
| Unf | |
|---|---|
| Rec | 70 |
| LwQ | 67 |
| None | 52 |
| BLQ | 50 |
| Other values (2) | 65 |
| Value | Count | Frequency (%) | |
| Unf | 1694 | 84.7% | |
| Rec | 70 | 3.5% | |
| LwQ | 67 | 3.4% | |
| None | 52 | 2.6% | |
| BLQ | 50 | 2.5% | |
| ALQ | 38 | 1.9% | |
| GLQ | 27 | 1.4% | |
| (Missing) | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.026 |
| Min length | 3 |
| Distinct | 212 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | |
|---|---|
| 180 | 4 |
| 144 | 3 |
| 435 | 3 |
| 147 | 3 |
| Other values (207) |
| Value | Count | Frequency (%) | |
| 0 | 1746 | 87.3% | |
| 180 | 4 | 0.2% | |
| 144 | 3 | 0.1% | |
| 435 | 3 | 0.1% | |
| 147 | 3 | 0.1% | |
| 294 | 3 | 0.1% | |
| 252 | 2 | 0.1% | |
| 105 | 2 | 0.1% | |
| 60 | 2 | 0.1% | |
| 290 | 2 | 0.1% | |
| Other values (202) | 230 | 11.5% |
Frequencies of value counts
Unique
| Unique | 174 ? |
|---|---|
| Unique (%) | 8.7% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.2475 |
| Min length | 1 |
| Distinct | 928 |
|---|---|
| Distinct (%) | 46.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | 170 |
|---|---|
| 384 | 13 |
| 672 | 10 |
| 768 | 9 |
| 270 | 9 |
| Other values (923) |
| Value | Count | Frequency (%) | |
| 0 | 170 | 8.5% | |
| 384 | 13 | 0.7% | |
| 672 | 10 | 0.5% | |
| 768 | 9 | 0.4% | |
| 270 | 9 | 0.4% | |
| 100 | 9 | 0.4% | |
| 728 | 9 | 0.4% | |
| 816 | 8 | 0.4% | |
| 396 | 8 | 0.4% | |
| 624 | 8 | 0.4% | |
| Other values (918) | 1747 | 87.4% |
Frequencies of value counts
Unique
| Unique | 475 ? |
|---|---|
| Unique (%) | 23.8% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.9405 |
| Min length | 1 |
| Distinct | 871 |
|---|---|
| Distinct (%) | 43.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 864 | 56 |
|---|---|
| 0 | 52 |
| 672 | 23 |
| 1040 | 22 |
| 768 | 21 |
| Other values (866) |
| Value | Count | Frequency (%) | |
| 864 | 56 | 2.8% | |
| 0 | 52 | 2.6% | |
| 672 | 23 | 1.1% | |
| 1040 | 22 | 1.1% | |
| 768 | 21 | 1.1% | |
| 912 | 19 | 0.9% | |
| 816 | 14 | 0.7% | |
| 1008 | 13 | 0.7% | |
| 960 | 12 | 0.6% | |
| 780 | 12 | 0.6% | |
| Other values (861) | 1756 | 87.8% |
Frequencies of value counts
Unique
| Unique | 458 ? |
|---|---|
| Unique (%) | 22.9% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.444 |
| Min length | 1 |
Heating
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| GasA | |
|---|---|
| GasW | 20 |
| Grav | 5 |
| Wall | 4 |
| OthW | 2 |
| Value | Count | Frequency (%) | |
| GasA | 1968 | 98.4% | |
| GasW | 20 | 1.0% | |
| Grav | 5 | 0.2% | |
| Wall | 4 | 0.2% | |
| OthW | 2 | 0.1% | |
| Floor | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0005 |
| Min length | 4 |
Heating.QC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 61 |
| Po | 1 |
| Value | Count | Frequency (%) | |
| Ex | 1012 | 50.6% | |
| TA | 613 | 30.6% | |
| Gd | 313 | 15.7% | |
| Fa | 61 | 3.0% | |
| Po | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Central.Air
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Y | |
|---|---|
| N | 127 |
| Value | Count | Frequency (%) | |
| Y | 1873 | 93.7% | |
| N | 127 | 6.3% |
Electrical
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| SBrkr | |
|---|---|
| FuseA | 122 |
| FuseF | 37 |
| FuseP | 4 |
| Value | Count | Frequency (%) | |
| SBrkr | 1837 | 91.8% | |
| FuseA | 122 | 6.1% | |
| FuseF | 37 | 1.8% | |
| FuseP | 4 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
X1st.Flr.SF
Real number (ℝ≥0)
| Distinct | 902 |
|---|---|
| Distinct (%) | 45.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1158.7155 |
|---|---|
| Minimum | 407 |
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 407 |
|---|---|
| 5-th percentile | 672 |
| Q1 | 877.75 |
| median | 1088 |
| Q3 | 1391.25 |
| 95-th percentile | 1816.3 |
| Maximum | 4692 |
| Range | 4285 |
| Interquartile range (IQR) | 513.5 |
Descriptive statistics
| Standard deviation | 379.7010153 |
|---|---|
| Coefficient of variation (CV) | 0.3276913231 |
| Kurtosis | 4.077817611 |
| Mean | 1158.7155 |
| Median Absolute Deviation (MAD) | 240 |
| Skewness | 1.142521982 |
| Sum | 2317431 |
| Variance | 144172.861 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 864 | 38 | 1.9% | |
| 1040 | 24 | 1.2% | |
| 912 | 13 | 0.7% | |
| 960 | 12 | 0.6% | |
| 936 | 12 | 0.6% | |
| 546 | 12 | 0.6% | |
| 768 | 11 | 0.5% | |
| 894 | 11 | 0.5% | |
| 672 | 11 | 0.5% | |
| 816 | 10 | 0.5% | |
| Other values (892) | 1846 | 92.3% |
| Value | Count | Frequency (%) | |
| 407 | 1 | 0.1% | |
| 442 | 1 | 0.1% | |
| 448 | 1 | 0.1% | |
| 453 | 1 | 0.1% | |
| 480 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4692 | 1 | 0.1% | |
| 2726 | 1 | 0.1% | |
| 2696 | 1 | 0.1% | |
| 2674 | 1 | 0.1% | |
| 2552 | 1 | 0.1% |
| Distinct | 500 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 334.3805 |
|---|---|
| Minimum | 0 |
| Maximum | 2065 |
| Zeros | 1150 |
| Zeros (%) | 57.5% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 703.25 |
| 95-th percentile | 1133.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 703.25 |
Descriptive statistics
| Standard deviation | 427.5199731 |
|---|---|
| Coefficient of variation (CV) | 1.278543375 |
| Kurtosis | -0.5125040066 |
| Mean | 334.3805 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.8479014729 |
| Sum | 668761 |
| Variance | 182773.3274 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1150 | 57.5% | |
| 546 | 17 | 0.9% | |
| 728 | 12 | 0.6% | |
| 600 | 8 | 0.4% | |
| 896 | 8 | 0.4% | |
| 672 | 8 | 0.4% | |
| 886 | 8 | 0.4% | |
| 504 | 7 | 0.4% | |
| 780 | 7 | 0.4% | |
| 754 | 6 | 0.3% | |
| Other values (490) | 769 | 38.5% |
| Value | Count | Frequency (%) | |
| 0 | 1150 | 57.5% | |
| 125 | 1 | 0.1% | |
| 167 | 1 | 0.1% | |
| 180 | 1 | 0.1% | |
| 182 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2065 | 1 | 0.1% | |
| 1872 | 1 | 0.1% | |
| 1818 | 1 | 0.1% | |
| 1788 | 1 | 0.1% | |
| 1629 | 1 | 0.1% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.379 |
|---|---|
| Minimum | 0 |
| Maximum | 697 |
| Zeros | 1973 |
| Zeros (%) | 98.7% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 697 |
| Range | 697 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 42.55573821 |
|---|---|
| Coefficient of variation (CV) | 9.718140719 |
| Kurtosis | 124.2883137 |
| Mean | 4.379 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.83882085 |
| Sum | 8758 |
| Variance | 1810.990854 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0 | 1973 | 98.7% | |
| 80 | 3 | 0.1% | |
| 205 | 2 | 0.1% | |
| 362 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 108 | 1 | 0.1% | |
| 140 | 1 | 0.1% | |
| 144 | 1 | 0.1% | |
| 156 | 1 | 0.1% | |
| 259 | 1 | 0.1% | |
| Other values (15) | 15 | 0.8% |
| Value | Count | Frequency (%) | |
| 0 | 1973 | 98.7% | |
| 53 | 1 | 0.1% | |
| 80 | 3 | 0.1% | |
| 108 | 1 | 0.1% | |
| 140 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 697 | 1 | 0.1% | |
| 528 | 1 | 0.1% | |
| 515 | 1 | 0.1% | |
| 514 | 1 | 0.1% | |
| 512 | 1 | 0.1% |
Gr.Liv.Area
Real number (ℝ≥0)
| Distinct | 1051 |
|---|---|
| Distinct (%) | 52.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1497.475 |
|---|---|
| Minimum | 407 |
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 407 |
|---|---|
| 5-th percentile | 864 |
| Q1 | 1126.75 |
| median | 1447.5 |
| Q3 | 1734 |
| 95-th percentile | 2473.1 |
| Maximum | 5642 |
| Range | 5235 |
| Interquartile range (IQR) | 607.25 |
Descriptive statistics
| Standard deviation | 498.5617186 |
|---|---|
| Coefficient of variation (CV) | 0.3329349195 |
| Kurtosis | 3.762152569 |
| Mean | 1497.475 |
| Median Absolute Deviation (MAD) | 307.5 |
| Skewness | 1.195519652 |
| Sum | 2994950 |
| Variance | 248563.7873 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 864 | 32 | 1.6% | |
| 1040 | 21 | 1.1% | |
| 1092 | 17 | 0.9% | |
| 1200 | 13 | 0.7% | |
| 1456 | 13 | 0.7% | |
| 1728 | 10 | 0.5% | |
| 912 | 10 | 0.5% | |
| 894 | 9 | 0.4% | |
| 1302 | 8 | 0.4% | |
| 848 | 8 | 0.4% | |
| Other values (1041) | 1859 | 93.0% |
| Value | Count | Frequency (%) | |
| 407 | 1 | 0.1% | |
| 480 | 1 | 0.1% | |
| 492 | 1 | 0.1% | |
| 498 | 1 | 0.1% | |
| 520 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5642 | 1 | 0.1% | |
| 4476 | 1 | 0.1% | |
| 4316 | 1 | 0.1% | |
| 3500 | 1 | 0.1% | |
| 3493 | 1 | 0.1% |
Bsmt.Full.Bath
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 26 |
| 3 | 1 |
| None | 1 |
| Value | Count | Frequency (%) | |
| 0 | 1154 | 57.7% | |
| 1 | 818 | 40.9% | |
| 2 | 26 | 1.3% | |
| 3 | 1 | 0.1% | |
| None | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.0015 |
| Min length | 1 |
Bsmt.Half.Bath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | |
|---|---|
| 1 | 125 |
| 2 | 4 |
| None | 1 |
| Value | Count | Frequency (%) | |
| 0 | 1870 | 93.5% | |
| 1 | 125 | 6.2% | |
| 2 | 4 | 0.2% | |
| None | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.0015 |
| Min length | 1 |
Full.Bath
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5625 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 10 |
| Zeros (%) | 0.5% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5515848737 |
|---|---|
| Coefficient of variation (CV) | 0.3530143192 |
| Kurtosis | -0.7520980827 |
| Mean | 1.5625 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.1095884932 |
| Sum | 3125 |
| Variance | 0.3042458729 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 1042 | 52.1% | |
| 1 | 902 | 45.1% | |
| 3 | 45 | 2.2% | |
| 0 | 10 | 0.5% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 10 | 0.5% | |
| 1 | 902 | 45.1% | |
| 2 | 1042 | 52.1% | |
| 3 | 45 | 2.2% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | 0.1% | |
| 3 | 45 | 2.2% | |
| 2 | 1042 | 52.1% | |
| 1 | 902 | 45.1% | |
| 0 | 10 | 0.5% |
Half.Bath
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 18 |
| Value | Count | Frequency (%) | |
| 0 | 1272 | 63.6% | |
| 1 | 710 | 35.5% | |
| 2 | 18 | 0.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Bedroom.AbvGr
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8715 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.3% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8278468549 |
|---|---|
| Coefficient of variation (CV) | 0.2882977033 |
| Kurtosis | 2.241736373 |
| Mean | 2.8715 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.3436634193 |
| Sum | 5743 |
| Variance | 0.6853304152 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 3 | 1112 | 55.6% | |
| 2 | 485 | 24.2% | |
| 4 | 275 | 13.8% | |
| 1 | 73 | 3.6% | |
| 5 | 32 | 1.6% | |
| 6 | 16 | 0.8% | |
| 0 | 6 | 0.3% | |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 0.3% | |
| 1 | 73 | 3.6% | |
| 2 | 485 | 24.2% | |
| 3 | 1112 | 55.6% | |
| 4 | 275 | 13.8% |
| Value | Count | Frequency (%) | |
| 8 | 1 | 0.1% | |
| 6 | 16 | 0.8% | |
| 5 | 32 | 1.6% | |
| 4 | 275 | 13.8% | |
| 3 | 1112 | 55.6% |
Kitchen.AbvGr
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 1 | |
|---|---|
| 2 | 94 |
| 0 | 3 |
| 3 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 1902 | 95.1% | |
| 2 | 94 | 4.7% | |
| 0 | 3 | 0.1% | |
| 3 | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Kitchen.Qual
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 50 |
| Value | Count | Frequency (%) | |
| TA | 1025 | 51.2% | |
| Gd | 785 | 39.2% | |
| Ex | 140 | 7.0% | |
| Fa | 50 | 2.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
TotRms.AbvGrd
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4475 |
|---|---|
| Minimum | 3 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 14 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.569227513 |
|---|---|
| Coefficient of variation (CV) | 0.2433854227 |
| Kurtosis | 0.8147935601 |
| Mean | 6.4475 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6981321697 |
| Sum | 12895 |
| Variance | 2.462474987 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) | |
| 6 | 574 | 28.7% | |
| 7 | 432 | 21.6% | |
| 5 | 404 | 20.2% | |
| 8 | 240 | 12.0% | |
| 4 | 138 | 6.9% | |
| 9 | 104 | 5.2% | |
| 10 | 58 | 2.9% | |
| 11 | 21 | 1.1% | |
| 3 | 18 | 0.9% | |
| 12 | 10 | 0.5% |
| Value | Count | Frequency (%) | |
| 3 | 18 | 0.9% | |
| 4 | 138 | 6.9% | |
| 5 | 404 | 20.2% | |
| 6 | 574 | 28.7% | |
| 7 | 432 | 21.6% |
| Value | Count | Frequency (%) | |
| 14 | 1 | 0.1% | |
| 12 | 10 | 0.5% | |
| 11 | 21 | 1.1% | |
| 10 | 58 | 2.9% | |
| 9 | 104 | 5.2% |
Functional
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Typ | |
|---|---|
| Min2 | 45 |
| Min1 | 44 |
| Mod | 23 |
| Maj1 | 13 |
| Other values (2) | 7 |
| Value | Count | Frequency (%) | |
| Typ | 1868 | 93.4% | |
| Min2 | 45 | 2.2% | |
| Min1 | 44 | 2.2% | |
| Mod | 23 | 1.1% | |
| Maj1 | 13 | 0.7% | |
| Maj2 | 5 | 0.2% | |
| Sev | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0535 |
| Min length | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.596 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 980 |
| Zeros (%) | 49.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6503810404 |
|---|---|
| Coefficient of variation (CV) | 1.091243356 |
| Kurtosis | 0.1273703751 |
| Mean | 0.596 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7548478245 |
| Sum | 1192 |
| Variance | 0.4229954977 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 0 | 980 | 49.0% | |
| 1 | 857 | 42.9% | |
| 2 | 155 | 7.8% | |
| 3 | 7 | 0.4% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 980 | 49.0% | |
| 1 | 857 | 42.9% | |
| 2 | 155 | 7.8% | |
| 3 | 7 | 0.4% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | 0.1% | |
| 3 | 7 | 0.4% | |
| 2 | 155 | 7.8% | |
| 1 | 857 | 42.9% | |
| 0 | 980 | 49.0% |
Fireplace.Qu
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| Gd | |
| TA | |
| Fa | 51 |
| Po | 34 |
| Value | Count | Frequency (%) | |
| None | 980 | 49.0% | |
| Gd | 497 | 24.9% | |
| TA | 413 | 20.6% | |
| Fa | 51 | 2.5% | |
| Po | 34 | 1.7% | |
| Ex | 25 | 1.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.98 |
| Min length | 2 |
Garage.Type
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | |
| None | 110 |
| Basment | 28 |
| Other values (2) | 28 |
| Value | Count | Frequency (%) | |
| Attchd | 1182 | 59.1% | |
| Detchd | 531 | 26.6% | |
| BuiltIn | 121 | 6.0% | |
| None | 110 | 5.5% | |
| Basment | 28 | 1.4% | |
| 2Types | 15 | 0.8% | |
| CarPort | 13 | 0.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.971 |
| Min length | 4 |
| Distinct | 101 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | 112 |
|---|---|
| 2005 | 98 |
| 2006 | 79 |
| 2007 | 75 |
| 2004 | 66 |
| Other values (96) |
| Value | Count | Frequency (%) | |
| None | 112 | 5.6% | |
| 2005 | 98 | 4.9% | |
| 2006 | 79 | 4.0% | |
| 2007 | 75 | 3.8% | |
| 2004 | 66 | 3.3% | |
| 2003 | 61 | 3.0% | |
| 1998 | 48 | 2.4% | |
| 1977 | 44 | 2.2% | |
| 2008 | 39 | 1.9% | |
| 1993 | 37 | 1.8% | |
| Other values (91) | 1341 | 67.0% |
Frequencies of value counts
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.4% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Garage.Finish
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 15.6 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin | |
| None |
| Value | Count | Frequency (%) | |
| Unf | 831 | 41.5% | |
| RFn | 578 | 28.9% | |
| Fin | 479 | 23.9% | |
| None | 110 | 5.5% | |
| (Missing) | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.055 |
| Min length | 3 |
Garage.Cars
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 | |
| 4 | 9 |
| Other values (2) | 2 |
| Value | Count | Frequency (%) | |
| 2 | 1091 | 54.5% | |
| 1 | 537 | 26.9% | |
| 3 | 251 | 12.6% | |
| 0 | 110 | 5.5% | |
| 4 | 9 | 0.4% | |
| 5 | 1 | 0.1% | |
| None | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.0015 |
| Min length | 1 |
| Distinct | 531 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| 0 | 110 |
|---|---|
| 576 | 73 |
| 440 | 61 |
| 484 | 52 |
| 240 | 48 |
| Other values (526) |
| Value | Count | Frequency (%) | |
| 0 | 110 | 5.5% | |
| 576 | 73 | 3.6% | |
| 440 | 61 | 3.0% | |
| 484 | 52 | 2.6% | |
| 240 | 48 | 2.4% | |
| 480 | 37 | 1.8% | |
| 288 | 37 | 1.8% | |
| 528 | 35 | 1.8% | |
| 400 | 35 | 1.8% | |
| 308 | 32 | 1.6% | |
| Other values (521) | 1480 | 74.0% |
Frequencies of value counts
Unique
| Unique | 236 ? |
|---|---|
| Unique (%) | 11.8% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.9015 |
| Min length | 1 |
Garage.Qual
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| None | 111 |
| Fa | 84 |
| Gd | 16 |
| Po | 2 |
| Value | Count | Frequency (%) | |
| TA | 1785 | 89.2% | |
| None | 111 | 5.5% | |
| Fa | 84 | 4.2% | |
| Gd | 16 | 0.8% | |
| Po | 2 | 0.1% | |
| Ex | 1 | 0.1% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.1115 |
| Min length | 2 |
Garage.Cond
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 15.6 KiB |
| TA | |
|---|---|
| None | 111 |
| Fa | 53 |
| Gd | 9 |
| Po | 8 |
| Value | Count | Frequency (%) | |
| TA | 1816 | 90.8% | |
| None | 111 | 5.5% | |
| Fa | 53 | 2.6% | |
| Gd | 9 | 0.4% | |
| Po | 8 | 0.4% | |
| Ex | 2 | 0.1% | |
| (Missing) | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.1115 |
| Min length | 2 |
Paved.Drive
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Y | |
|---|---|
| N | 145 |
| P | 46 |
| Value | Count | Frequency (%) | |
| Y | 1809 | 90.5% | |
| N | 145 | 7.2% | |
| P | 46 | 2.3% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 324 |
|---|---|
| Distinct (%) | 16.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.0585 |
|---|---|
| Minimum | 0 |
| Maximum | 870 |
| Zeros | 1064 |
| Zeros (%) | 53.2% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 870 |
| Range | 870 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 126.6331278 |
|---|---|
| Coefficient of variation (CV) | 1.360790554 |
| Kurtosis | 3.447389311 |
| Mean | 93.0585 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.624127014 |
| Sum | 186117 |
| Variance | 16035.94905 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1064 | 53.2% | |
| 192 | 47 | 2.4% | |
| 100 | 43 | 2.1% | |
| 144 | 42 | 2.1% | |
| 168 | 35 | 1.8% | |
| 120 | 35 | 1.8% | |
| 140 | 17 | 0.9% | |
| 224 | 13 | 0.7% | |
| 240 | 13 | 0.7% | |
| 216 | 12 | 0.6% | |
| Other values (314) | 679 | 34.0% |
| Value | Count | Frequency (%) | |
| 0 | 1064 | 53.2% | |
| 12 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 20 | 1 | 0.1% | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 870 | 1 | 0.1% | |
| 857 | 1 | 0.1% | |
| 736 | 1 | 0.1% | |
| 728 | 1 | 0.1% | |
| 690 | 1 | 0.1% |
| Distinct | 216 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.335 |
|---|---|
| Minimum | 0 |
| Maximum | 742 |
| Zeros | 901 |
| Zeros (%) | 45.1% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 72 |
| 95-th percentile | 172.05 |
| Maximum | 742 |
| Range | 742 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 65.68543265 |
|---|---|
| Coefficient of variation (CV) | 1.417620215 |
| Kurtosis | 13.19662385 |
| Mean | 46.335 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.640398016 |
| Sum | 92670 |
| Variance | 4314.576063 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 901 | 45.1% | |
| 36 | 34 | 1.7% | |
| 48 | 31 | 1.6% | |
| 32 | 30 | 1.5% | |
| 40 | 28 | 1.4% | |
| 20 | 25 | 1.2% | |
| 30 | 25 | 1.2% | |
| 28 | 25 | 1.2% | |
| 24 | 23 | 1.1% | |
| 50 | 22 | 1.1% | |
| Other values (206) | 856 | 42.8% |
| Value | Count | Frequency (%) | |
| 0 | 901 | 45.1% | |
| 10 | 2 | 0.1% | |
| 11 | 2 | 0.1% | |
| 12 | 4 | 0.2% | |
| 15 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 742 | 1 | 0.1% | |
| 570 | 1 | 0.1% | |
| 547 | 1 | 0.1% | |
| 523 | 1 | 0.1% | |
| 368 | 1 | 0.1% |
| Distinct | 147 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.9365 |
|---|---|
| Minimum | 0 |
| Maximum | 1012 |
| Zeros | 1678 |
| Zeros (%) | 83.9% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 180 |
| Maximum | 1012 |
| Range | 1012 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 66.14438758 |
|---|---|
| Coefficient of variation (CV) | 2.763327453 |
| Kurtosis | 33.53035067 |
| Mean | 23.9365 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.264961216 |
| Sum | 47873 |
| Variance | 4375.080008 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1678 | 83.9% | |
| 112 | 15 | 0.8% | |
| 96 | 11 | 0.5% | |
| 120 | 9 | 0.4% | |
| 192 | 9 | 0.4% | |
| 116 | 8 | 0.4% | |
| 144 | 8 | 0.4% | |
| 168 | 8 | 0.4% | |
| 216 | 6 | 0.3% | |
| 84 | 6 | 0.3% | |
| Other values (137) | 242 | 12.1% |
| Value | Count | Frequency (%) | |
| 0 | 1678 | 83.9% | |
| 16 | 1 | 0.1% | |
| 18 | 1 | 0.1% | |
| 20 | 2 | 0.1% | |
| 24 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 1012 | 1 | 0.1% | |
| 584 | 1 | 0.1% | |
| 552 | 1 | 0.1% | |
| 429 | 1 | 0.1% | |
| 368 | 1 | 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.116 |
|---|---|
| Minimum | 0 |
| Maximum | 320 |
| Zeros | 1977 |
| Zeros (%) | 98.9% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 320 |
| Range | 320 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 20.66811868 |
|---|---|
| Coefficient of variation (CV) | 9.767541907 |
| Kurtosis | 121.7957838 |
| Mean | 2.116 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.65770321 |
| Sum | 4232 |
| Variance | 427.1711296 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) | |
| 0 | 1977 | 98.9% | |
| 168 | 3 | 0.1% | |
| 216 | 2 | 0.1% | |
| 180 | 2 | 0.1% | |
| 150 | 1 | 0.1% | |
| 86 | 1 | 0.1% | |
| 96 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 130 | 1 | 0.1% | |
| 140 | 1 | 0.1% | |
| Other values (10) | 10 | 0.5% |
| Value | Count | Frequency (%) | |
| 0 | 1977 | 98.9% | |
| 86 | 1 | 0.1% | |
| 96 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 130 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 320 | 1 | 0.1% | |
| 304 | 1 | 0.1% | |
| 290 | 1 | 0.1% | |
| 245 | 1 | 0.1% | |
| 238 | 1 | 0.1% |
| Distinct | 94 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.6815 |
|---|---|
| Minimum | 0 |
| Maximum | 480 |
| Zeros | 1824 |
| Zeros (%) | 91.2% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 54.2705049 |
|---|---|
| Coefficient of variation (CV) | 3.460798067 |
| Kurtosis | 15.37807482 |
| Mean | 15.6815 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.777656524 |
| Sum | 31363 |
| Variance | 2945.287702 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1824 | 91.2% | |
| 144 | 12 | 0.6% | |
| 120 | 9 | 0.4% | |
| 192 | 8 | 0.4% | |
| 168 | 7 | 0.4% | |
| 200 | 6 | 0.3% | |
| 160 | 5 | 0.2% | |
| 224 | 5 | 0.2% | |
| 180 | 4 | 0.2% | |
| 126 | 4 | 0.2% | |
| Other values (84) | 116 | 5.8% |
| Value | Count | Frequency (%) | |
| 0 | 1824 | 91.2% | |
| 40 | 1 | 0.1% | |
| 60 | 1 | 0.1% | |
| 63 | 1 | 0.1% | |
| 64 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 480 | 1 | 0.1% | |
| 440 | 1 | 0.1% | |
| 396 | 1 | 0.1% | |
| 385 | 1 | 0.1% | |
| 374 | 1 | 0.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.934 |
|---|---|
| Minimum | 0 |
| Maximum | 800 |
| Zeros | 1989 |
| Zeros (%) | 99.5% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 800 |
| Range | 800 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 41.08082839 |
|---|---|
| Coefficient of variation (CV) | 14.00164567 |
| Kurtosis | 229.1033558 |
| Mean | 2.934 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.82245064 |
| Sum | 5868 |
| Variance | 1687.634461 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 0 | 1989 | 99.5% | |
| 800 | 1 | 0.1% | |
| 738 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 576 | 1 | 0.1% | |
| 555 | 1 | 0.1% | |
| 519 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 480 | 1 | 0.1% | |
| 444 | 1 | 0.1% | |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1989 | 99.5% | |
| 228 | 1 | 0.1% | |
| 368 | 1 | 0.1% | |
| 444 | 1 | 0.1% | |
| 480 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 800 | 1 | 0.1% | |
| 738 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 576 | 1 | 0.1% | |
| 555 | 1 | 0.1% |
Pool.QC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| Gd | 4 |
| Ex | 3 |
| TA | 2 |
| Fa | 2 |
| Value | Count | Frequency (%) | |
| None | 1989 | 99.5% | |
| Gd | 4 | 0.2% | |
| Ex | 3 | 0.1% | |
| TA | 2 | 0.1% | |
| Fa | 2 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.989 |
| Min length | 2 |
Fence
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| MnPrv | |
| GdWo | 78 |
| GdPrv | 78 |
| MnWw | 7 |
| Value | Count | Frequency (%) | |
| None | 1605 | 80.2% | |
| MnPrv | 232 | 11.6% | |
| GdWo | 78 | 3.9% | |
| GdPrv | 78 | 3.9% | |
| MnWw | 7 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.155 |
| Min length | 4 |
Misc.Feature
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| None | |
|---|---|
| Shed | 69 |
| Othr | 2 |
| Gar2 | 2 |
| TenC | 1 |
| Value | Count | Frequency (%) | |
| None | 1926 | 96.3% | |
| Shed | 69 | 3.5% | |
| Othr | 2 | 0.1% | |
| Gar2 | 2 | 0.1% | |
| TenC | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.513 |
|---|---|
| Minimum | 0 |
| Maximum | 15500 |
| Zeros | 1928 |
| Zeros (%) | 96.4% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 440.8310797 |
|---|---|
| Coefficient of variation (CV) | 10.3693242 |
| Kurtosis | 792.4045046 |
| Mean | 42.513 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.8772176 |
| Sum | 85026 |
| Variance | 194332.0409 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) | |
| 0 | 1928 | 96.4% | |
| 400 | 12 | 0.6% | |
| 500 | 12 | 0.6% | |
| 600 | 6 | 0.3% | |
| 450 | 5 | 0.2% | |
| 2000 | 5 | 0.2% | |
| 700 | 3 | 0.1% | |
| 2500 | 2 | 0.1% | |
| 650 | 2 | 0.1% | |
| 1500 | 2 | 0.1% | |
| Other values (21) | 23 | 1.1% |
| Value | Count | Frequency (%) | |
| 0 | 1928 | 96.4% | |
| 54 | 1 | 0.1% | |
| 80 | 1 | 0.1% | |
| 300 | 1 | 0.1% | |
| 350 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 15500 | 1 | 0.1% | |
| 6500 | 1 | 0.1% | |
| 4500 | 2 | 0.1% | |
| 3000 | 1 | 0.1% | |
| 2500 | 2 | 0.1% |
Mo.Sold
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2175 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.726336407 |
|---|---|
| Coefficient of variation (CV) | 0.4384939939 |
| Kurtosis | -0.4663181368 |
| Mean | 6.2175 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.1912928023 |
| Sum | 12435 |
| Variance | 7.432910205 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 6 | 352 | 17.6% | |
| 7 | 301 | 15.0% | |
| 5 | 254 | 12.7% | |
| 4 | 194 | 9.7% | |
| 8 | 161 | 8.1% | |
| 3 | 161 | 8.1% | |
| 9 | 116 | 5.8% | |
| 10 | 113 | 5.7% | |
| 11 | 97 | 4.9% | |
| 2 | 93 | 4.7% | |
| Other values (2) | 158 | 7.9% |
| Value | Count | Frequency (%) | |
| 1 | 84 | 4.2% | |
| 2 | 93 | 4.7% | |
| 3 | 161 | 8.1% | |
| 4 | 194 | 9.7% | |
| 5 | 254 | 12.7% |
| Value | Count | Frequency (%) | |
| 12 | 74 | 3.7% | |
| 11 | 97 | 4.9% | |
| 10 | 113 | 5.7% | |
| 9 | 116 | 5.8% | |
| 8 | 161 | 8.1% |
Yr.Sold
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.7995 |
|---|---|
| Minimum | 2006 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 2006 |
|---|---|
| 5-th percentile | 2006 |
| Q1 | 2007 |
| median | 2008 |
| Q3 | 2009 |
| 95-th percentile | 2010 |
| Maximum | 2010 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.316117712 |
|---|---|
| Coefficient of variation (CV) | 0.0006555025601 |
| Kurtosis | -1.162176397 |
| Mean | 2007.7995 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1238567011 |
| Sum | 4015599 |
| Variance | 1.732165833 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2007 | 473 | 23.6% | |
| 2009 | 450 | 22.5% | |
| 2008 | 422 | 21.1% | |
| 2006 | 422 | 21.1% | |
| 2010 | 233 | 11.7% |
| Value | Count | Frequency (%) | |
| 2006 | 422 | 21.1% | |
| 2007 | 473 | 23.6% | |
| 2008 | 422 | 21.1% | |
| 2009 | 450 | 22.5% | |
| 2010 | 233 | 11.7% |
| Value | Count | Frequency (%) | |
| 2010 | 233 | 11.7% | |
| 2009 | 450 | 22.5% | |
| 2008 | 422 | 21.1% | |
| 2007 | 473 | 23.6% | |
| 2006 | 422 | 21.1% |
Sale.Type
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| WD | |
|---|---|
| New | 156 |
| COD | 64 |
| ConLD | 15 |
| ConLI | 9 |
| Other values (5) | 18 |
| Value | Count | Frequency (%) | |
| WD | 1738 | 86.9% | |
| New | 156 | 7.8% | |
| COD | 64 | 3.2% | |
| ConLD | 15 | 0.8% | |
| ConLI | 9 | 0.4% | |
| CWD | 8 | 0.4% | |
| ConLw | 4 | 0.2% | |
| Oth | 3 | 0.1% | |
| Con | 2 | 0.1% | |
| VWD | 1 | 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.028 |
| Min length | 3 |
Sale.Condition
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.6 KiB |
| Normal | |
|---|---|
| Partial | 159 |
| Abnorml | 136 |
| Family | 33 |
| Alloca | 21 |
| Value | Count | Frequency (%) | |
| Normal | 1640 | 82.0% | |
| Partial | 159 | 8.0% | |
| Abnorml | 136 | 6.8% | |
| Family | 33 | 1.7% | |
| Alloca | 21 | 1.1% | |
| AdjLand | 11 | 0.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.153 |
| Min length | 6 |
SalePrice
Real number (ℝ≥0)
| Distinct | 812 |
|---|---|
| Distinct (%) | 40.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180240.902 |
|---|---|
| Minimum | 12789 |
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 15.6 KiB |
Quantile statistics
| Minimum | 12789 |
|---|---|
| 5-th percentile | 88725 |
| Q1 | 129000 |
| median | 160000 |
| Q3 | 213492.5 |
| 95-th percentile | 333209.6 |
| Maximum | 755000 |
| Range | 742211 |
| Interquartile range (IQR) | 84492.5 |
Descriptive statistics
| Standard deviation | 78461.92787 |
|---|---|
| Coefficient of variation (CV) | 0.4353169952 |
| Kurtosis | 5.353734438 |
| Mean | 180240.902 |
| Median Absolute Deviation (MAD) | 37000 |
| Skewness | 1.738452639 |
| Sum | 360481804 |
| Variance | 6156274126 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 140000 | 24 | 1.2% | |
| 135000 | 23 | 1.1% | |
| 130000 | 20 | 1.0% | |
| 160000 | 19 | 0.9% | |
| 110000 | 17 | 0.9% | |
| 155000 | 16 | 0.8% | |
| 127000 | 16 | 0.8% | |
| 145000 | 16 | 0.8% | |
| 150000 | 15 | 0.8% | |
| 115000 | 15 | 0.8% | |
| Other values (802) | 1819 | 91.0% |
| Value | Count | Frequency (%) | |
| 12789 | 1 | 0.1% | |
| 34900 | 1 | 0.1% | |
| 35000 | 1 | 0.1% | |
| 35311 | 1 | 0.1% | |
| 45000 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 755000 | 1 | 0.1% | |
| 745000 | 1 | 0.1% | |
| 610000 | 1 | 0.1% | |
| 584500 | 1 | 0.1% | |
| 582933 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| MS.SubClass | MS.Zoning | Lot.Frontage | Lot.Area | Street | Alley | Lot.Shape | Land.Contour | Utilities | Lot.Config | Land.Slope | Neighborhood | Condition.1 | Condition.2 | Bldg.Type | House.Style | Overall.Qual | Overall.Cond | Year.Built | Year.Remod.Add | Roof.Style | Roof.Matl | Exterior.1st | Exterior.2nd | Mas.Vnr.Type | Mas.Vnr.Area | Exter.Qual | Exter.Cond | Foundation | Bsmt.Qual | Bsmt.Cond | Bsmt.Exposure | BsmtFin.Type.1 | BsmtFin.SF.1 | BsmtFin.Type.2 | BsmtFin.SF.2 | Bsmt.Unf.SF | Total.Bsmt.SF | Heating | Heating.QC | Central.Air | Electrical | X1st.Flr.SF | X2nd.Flr.SF | Low.Qual.Fin.SF | Gr.Liv.Area | Bsmt.Full.Bath | Bsmt.Half.Bath | Full.Bath | Half.Bath | Bedroom.AbvGr | Kitchen.AbvGr | Kitchen.Qual | TotRms.AbvGrd | Functional | Fireplaces | Fireplace.Qu | Garage.Type | Garage.Yr.Blt | Garage.Finish | Garage.Cars | Garage.Area | Garage.Qual | Garage.Cond | Paved.Drive | Wood.Deck.SF | Open.Porch.SF | Enclosed.Porch | X3Ssn.Porch | Screen.Porch | Pool.Area | Pool.QC | Fence | Misc.Feature | Misc.Val | Mo.Sold | Yr.Sold | Sale.Type | Sale.Condition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 120 | RL | 34 | 3901 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | NridgHt | Norm | Norm | Twnhs | 1Story | 6 | 5 | 2005 | 2006 | Gable | CompShg | VinylSd | VinylSd | Stone | 182 | Gd | TA | PConc | Gd | TA | Av | ALQ | 866 | Unf | 0 | 436 | 1302 | GasA | Ex | Y | SBrkr | 1302 | 0 | 0 | 1302 | 1 | 0 | 1 | 1 | 1 | 1 | Gd | 5 | Typ | 1 | Gd | Attchd | 2005 | RFn | 2 | 631 | TA | TA | Y | 110 | 50 | 0 | 0 | 0 | 0 | None | None | None | 0 | 8 | 2007 | New | Partial | 204000 |
| 1 | 20 | RL | 70 | 8400 | Pave | None | Reg | Lvl | AllPub | Corner | Gtl | Nonemes | Norm | Norm | 1Fam | 1Story | 4 | 5 | 1970 | 1970 | Gable | CompShg | Plywood | Plywood | None | 0 | TA | TA | CBlock | TA | TA | No | ALQ | 804 | Rec | 78 | 0 | 882 | GasA | TA | Y | SBrkr | 882 | 0 | 0 | 882 | 1 | 0 | 1 | 0 | 2 | 1 | TA | 4 | Typ | 0 | None | Attchd | 1970 | Fin | 2 | 525 | TA | TA | Y | 240 | 0 | 0 | 0 | 0 | 0 | None | MnPrv | None | 0 | 4 | 2010 | WD | Normal | 126000 |
| 2 | 85 | RL | 60 | 7200 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | SFoyer | 5 | 8 | 1972 | 2003 | Gable | CompShg | WdShing | HdBoard | None | 0 | TA | Gd | CBlock | Gd | TA | Av | GLQ | 660 | Unf | 0 | 108 | 768 | GasA | Gd | Y | SBrkr | 768 | 0 | 0 | 768 | 0 | 1 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | None | Detchd | 1974 | Fin | 1 | 396 | TA | TA | Y | 192 | 0 | 0 | 0 | 0 | 0 | None | MnPrv | None | 0 | 4 | 2009 | WD | Normal | 133900 |
| 3 | 90 | RL | 64 | 7018 | Pave | None | Reg | Bnk | AllPub | Inside | Gtl | SawyerW | Norm | Norm | Duplex | 1Story | 5 | 5 | 1979 | 1979 | Gable | CompShg | Plywood | Plywood | None | 0 | TA | TA | Slab | None | None | None | None | 0 | None | 0 | 0 | 0 | GasA | TA | Y | SBrkr | 1535 | 0 | 0 | 1535 | 0 | 0 | 2 | 0 | 4 | 2 | TA | 8 | Typ | 0 | None | Attchd | 1979 | Unf | 2 | 400 | TA | TA | Y | 0 | 0 | 0 | 0 | 0 | 0 | None | None | None | 0 | 6 | 2009 | WD | Alloca | 118858 |
| 4 | 60 | RL | 111 | 16259 | Pave | None | Reg | Lvl | AllPub | Corner | Gtl | NridgHt | Norm | Norm | 1Fam | 2Story | 9 | 5 | 2006 | 2006 | Gable | CompShg | VinylSd | VinylSd | Stone | 370 | TA | TA | PConc | Ex | Gd | Av | Unf | 0 | Unf | 0 | 1249 | 1249 | GasA | Ex | Y | SBrkr | 1249 | 1347 | 0 | 2596 | 0 | 0 | 3 | 1 | 4 | 1 | Gd | 9 | Typ | 0 | None | Attchd | 2006 | RFn | 3 | 840 | TA | TA | Y | 240 | 154 | 0 | 0 | 0 | 0 | None | None | None | 0 | 9 | 2006 | New | Partial | 342643 |
| 5 | 20 | RL | 50 | 4280 | Pave | None | IR1 | Lvl | AllPub | Inside | Gtl | Sawyer | Norm | Norm | 1Fam | 1Story | 4 | 9 | 1946 | 2001 | Gable | CompShg | MetalSd | MetalSd | None | 0 | TA | Gd | CBlock | Fa | TA | No | Unf | 0 | Unf | 0 | 560 | 560 | GasA | Ex | Y | FuseA | 704 | 0 | 0 | 704 | 0 | 1 | 1 | 0 | 2 | 1 | Fa | 4 | Typ | 0 | None | CarPort | 1946 | Unf | 1 | 220 | TA | TA | Y | 0 | 0 | 24 | 0 | 0 | 0 | None | None | None | 0 | 9 | 2009 | WD | Normal | 88750 |
| 6 | 20 | RL | 155 | 20064 | Pave | None | IR1 | Low | AllPub | Inside | Sev | ClearCr | Norm | Norm | 1Fam | 1Story | 8 | 6 | 1976 | 1976 | Shed | WdShngl | Wd Sdng | Wd Sdng | None | 0 | Gd | TA | CBlock | Gd | Gd | Gd | LwQ | 51 | GLQ | 915 | 0 | 966 | GasA | Ex | Y | SBrkr | 1743 | 0 | 0 | 1743 | 2 | 0 | 0 | 1 | 0 | 1 | Gd | 5 | Typ | 2 | Fa | Attchd | 1976 | Fin | 2 | 529 | TA | TA | Y | 646 | 0 | 0 | 0 | 0 | 0 | None | None | None | 0 | 5 | 2007 | WD | Normal | 279000 |
| 7 | 20 | RM | 60 | 7200 | Pave | Grvl | Reg | Lvl | AllPub | Inside | Gtl | OldTown | Norm | Norm | 1Fam | 1Story | 4 | 5 | 1950 | 1950 | Gable | CompShg | MetalSd | MetalSd | None | 0 | TA | TA | CBlock | TA | TA | No | Unf | 0 | Unf | 0 | 576 | 576 | GasA | Ex | Y | SBrkr | 864 | 0 | 0 | 864 | 0 | 0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | None | Detchd | 1952 | RFn | 1 | 528 | TA | TA | Y | 0 | 0 | 0 | 0 | 115 | 0 | None | None | None | 0 | 8 | 2006 | COD | Normal | 105000 |
| 8 | 20 | RL | 70 | 9100 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 1Fam | 1Story | 7 | 5 | 2000 | 2000 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 244 | Gd | TA | PConc | Gd | TA | Av | GLQ | 1400 | Unf | 0 | 125 | 1525 | GasA | Ex | Y | SBrkr | 1525 | 0 | 0 | 1525 | 1 | 0 | 2 | 0 | 3 | 1 | Gd | 6 | Typ | 0 | None | Attchd | 2000 | RFn | 2 | 541 | TA | TA | Y | 219 | 36 | 0 | 0 | 0 | 0 | None | None | None | 0 | 9 | 2006 | WD | Normal | 235000 |
| 9 | 70 | C (all) | None | 6449 | Pave | None | IR1 | Lvl | AllPub | Inside | Gtl | SWISU | Norm | Norm | 1Fam | 2Story | 4 | 1 | 1907 | 1950 | Gambrel | CompShg | Wd Sdng | Stucco | None | 0 | TA | TA | CBlock | TA | TA | No | Rec | 73 | Unf | 0 | 634 | 707 | GasW | TA | N | SBrkr | 942 | 942 | 0 | 1884 | 0 | 0 | 1 | 1 | 4 | 1 | TA | 7 | Typ | 0 | None | None | None | None | 0 | 0 | None | None | N | 0 | 0 | 239 | 0 | 0 | 0 | None | None | None | 0 | 3 | 2010 | WD | Abnorml | 93369 |
Last rows
| MS.SubClass | MS.Zoning | Lot.Frontage | Lot.Area | Street | Alley | Lot.Shape | Land.Contour | Utilities | Lot.Config | Land.Slope | Neighborhood | Condition.1 | Condition.2 | Bldg.Type | House.Style | Overall.Qual | Overall.Cond | Year.Built | Year.Remod.Add | Roof.Style | Roof.Matl | Exterior.1st | Exterior.2nd | Mas.Vnr.Type | Mas.Vnr.Area | Exter.Qual | Exter.Cond | Foundation | Bsmt.Qual | Bsmt.Cond | Bsmt.Exposure | BsmtFin.Type.1 | BsmtFin.SF.1 | BsmtFin.Type.2 | BsmtFin.SF.2 | Bsmt.Unf.SF | Total.Bsmt.SF | Heating | Heating.QC | Central.Air | Electrical | X1st.Flr.SF | X2nd.Flr.SF | Low.Qual.Fin.SF | Gr.Liv.Area | Bsmt.Full.Bath | Bsmt.Half.Bath | Full.Bath | Half.Bath | Bedroom.AbvGr | Kitchen.AbvGr | Kitchen.Qual | TotRms.AbvGrd | Functional | Fireplaces | Fireplace.Qu | Garage.Type | Garage.Yr.Blt | Garage.Finish | Garage.Cars | Garage.Area | Garage.Qual | Garage.Cond | Paved.Drive | Wood.Deck.SF | Open.Porch.SF | Enclosed.Porch | X3Ssn.Porch | Screen.Porch | Pool.Area | Pool.QC | Fence | Misc.Feature | Misc.Val | Mo.Sold | Yr.Sold | Sale.Type | Sale.Condition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1990 | 80 | RL | 85 | 11475 | Pave | None | Reg | Lvl | AllPub | Corner | Gtl | Nonemes | Norm | Norm | 1Fam | SLvl | 6 | 6 | 1961 | 1961 | Hip | CompShg | HdBoard | HdBoard | BrkFace | 90 | TA | TA | CBlock | TA | TA | Gd | ALQ | 568 | Unf | 0 | 640 | 1208 | GasA | Ex | Y | SBrkr | 1576 | 0 | 0 | 1576 | 1 | 0 | 1 | 0 | 4 | 1 | Gd | 7 | Typ | 1 | Po | BuiltIn | 1961 | Fin | 2 | 368 | TA | TA | Y | 85 | 0 | 0 | 0 | 0 | 0 | None | None | None | 0 | 9 | 2009 | WD | Normal | 174500 |
| 1991 | 20 | RL | 107 | 13891 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | NridgHt | Norm | Norm | 1Fam | 1Story | 9 | 5 | 2007 | 2007 | Hip | CompShg | VinylSd | VinylSd | Stone | 456 | Ex | TA | PConc | Ex | TA | Gd | GLQ | 1812 | Unf | 0 | 740 | 2552 | GasA | Ex | Y | SBrkr | 2552 | 0 | 0 | 2552 | 1 | 0 | 2 | 0 | 3 | 1 | Ex | 8 | Typ | 2 | Ex | Attchd | 2007 | Fin | 3 | 932 | TA | TA | Y | 130 | 28 | 0 | 0 | 0 | 0 | None | None | None | 0 | 10 | 2007 | New | Partial | 479069 |
| 1992 | 20 | RL | 85 | 14082 | Pave | None | IR1 | HLS | AllPub | Inside | Gtl | StoneBr | Norm | Norm | 1Fam | 1Story | 8 | 5 | 2006 | 2006 | Hip | CompShg | VinylSd | VinylSd | BrkFace | 945 | Gd | TA | PConc | Ex | Gd | Gd | GLQ | 1558 | Unf | 0 | 662 | 2220 | GasA | Ex | Y | SBrkr | 2234 | 0 | 0 | 2234 | 1 | 0 | 1 | 1 | 1 | 1 | Gd | 7 | Typ | 1 | Gd | Attchd | 2006 | RFn | 2 | 724 | TA | TA | Y | 390 | 80 | 0 | 0 | 0 | 0 | None | None | None | 0 | 1 | 2007 | WD | Normal | 441929 |
| 1993 | 20 | RL | 65 | 14753 | Pave | None | IR2 | Low | AllPub | Inside | Gtl | CollgCr | PosN | Norm | 1Fam | 1Story | 7 | 5 | 1998 | 1998 | Gable | CompShg | VinylSd | VinylSd | None | 0 | TA | TA | PConc | Gd | TA | Mn | GLQ | 950 | Unf | 0 | 513 | 1463 | GasA | Ex | Y | SBrkr | 1463 | 0 | 0 | 1463 | 1 | 0 | 2 | 0 | 3 | 1 | TA | 5 | Typ | 0 | None | Attchd | 1998 | Fin | 2 | 539 | TA | TA | Y | 0 | 81 | 0 | 0 | 0 | 0 | None | GdPrv | None | 0 | 12 | 2009 | WD | Normal | 207000 |
| 1994 | 20 | RL | 87 | 10367 | Pave | None | IR1 | Lvl | AllPub | Inside | Gtl | NridgHt | Norm | Norm | 1Fam | 1Story | 9 | 5 | 2008 | 2008 | Hip | CompShg | VinylSd | VinylSd | Stone | 284 | Ex | TA | PConc | Ex | TA | Mn | GLQ | 1015 | Unf | 0 | 724 | 1739 | GasA | Ex | Y | SBrkr | 1743 | 0 | 0 | 1743 | 1 | 0 | 2 | 0 | 3 | 1 | Ex | 8 | Typ | 1 | Gd | Attchd | 2008 | RFn | 3 | 927 | TA | TA | Y | 168 | 45 | 0 | 0 | 0 | 0 | None | None | None | 0 | 6 | 2009 | ConLI | Normal | 335000 |
| 1995 | 80 | RL | 80 | 8000 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | Nonemes | Norm | Norm | 1Fam | SLvl | 5 | 5 | 1959 | 1959 | Gable | CompShg | BrkFace | Plywood | None | 0 | TA | TA | CBlock | Gd | TA | Av | GLQ | 433 | Rec | 95 | 0 | 528 | GasA | TA | Y | SBrkr | 1183 | 0 | 0 | 1183 | 1 | 0 | 1 | 0 | 3 | 1 | TA | 6 | Typ | 0 | None | Attchd | 1959 | RFn | 1 | 288 | TA | TA | Y | 0 | 0 | 0 | 0 | 0 | 0 | None | GdWo | None | 0 | 7 | 2009 | WD | Normal | 138000 |
| 1996 | 180 | RM | 35 | 3675 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | TwnhsE | SLvl | 6 | 5 | 2005 | 2005 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 80 | TA | TA | PConc | Gd | TA | Gd | GLQ | 459 | Unf | 0 | 88 | 547 | GasA | Ex | Y | SBrkr | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | None | Basment | 2005 | RFn | 2 | 525 | TA | TA | Y | 0 | 28 | 0 | 0 | 0 | 0 | None | None | None | 0 | 6 | 2008 | WD | Normal | 148000 |
| 1997 | 60 | RL | 76 | 10142 | Pave | None | IR1 | Lvl | AllPub | Inside | Gtl | SawyerW | Norm | Norm | 1Fam | 2Story | 7 | 5 | 2004 | 2004 | Gable | CompShg | VinylSd | VinylSd | None | 0 | Gd | TA | PConc | Gd | TA | No | GLQ | 656 | Unf | 0 | 300 | 956 | GasA | Ex | Y | SBrkr | 956 | 1128 | 0 | 2084 | 1 | 0 | 2 | 1 | 4 | 1 | Gd | 8 | Typ | 0 | None | BuiltIn | 2004 | RFn | 2 | 618 | TA | TA | Y | 0 | 45 | 0 | 0 | 0 | 0 | None | None | None | 0 | 1 | 2010 | WD | Normal | 233000 |
| 1998 | 85 | RL | None | 7252 | Pave | None | IR1 | Lvl | AllPub | CulDSac | Gtl | Sawyer | Norm | Norm | 1Fam | SFoyer | 5 | 5 | 1982 | 1982 | Hip | CompShg | Wd Sdng | Wd Sdng | None | 0 | TA | TA | CBlock | Gd | TA | Av | GLQ | 685 | Unf | 0 | 173 | 858 | GasA | TA | Y | SBrkr | 858 | 0 | 0 | 858 | 1 | 0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | None | Detchd | 1983 | Unf | 2 | 576 | TA | TA | Y | 120 | 0 | 0 | 0 | 0 | 0 | None | None | None | 0 | 4 | 2009 | WD | Normal | 134900 |
| 1999 | 160 | FV | 34 | 2998 | Pave | None | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | TwnhsE | 2Story | 6 | 5 | 2000 | 2000 | Gable | CompShg | MetalSd | MetalSd | BrkFace | 513 | Gd | TA | PConc | Gd | TA | No | GLQ | 507 | Unf | 0 | 249 | 756 | GasA | Ex | Y | SBrkr | 756 | 756 | 0 | 1512 | 1 | 0 | 2 | 1 | 2 | 1 | Gd | 4 | Typ | 0 | None | Detchd | 2000 | Unf | 2 | 440 | TA | TA | Y | 0 | 32 | 0 | 0 | 0 | 0 | None | None | None | 0 | 8 | 2009 | WD | Normal | 180000 |